smart: Sparse Multivariate Analysis via Rank Transformation

The package "smart" provides a general framework for analyzing (including estimation, feature selection and prediction) and visualize big data. It integrates several novel, efficient and robust data analysis tools, including Transelliptical Component Analysis (TCA), Transelliptical Correlation Estimation (TCE) and Group Nearest Shrunken Centroids (gnsc). We target on high dimensional data analysis(usually d >> n), and exploit compuationally efficiently approaches. Results are organized to be visulaized properly for users.

Version: 1.0.0
Depends: R (≥ 2.10), huge, gplots, mvtnorm, PMA, elasticnet, pcaPP
Published: 2012-08-28
Author: Fang Han, Han Liu
Maintainer: Fang Han <fhan at jhsph.edu>
License: GPL-2
NeedsCompilation: no
CRAN checks: smart results

Downloads:

Package source: smart_1.0.0.tar.gz
MacOS X binary: smart_1.0.0.tgz
Windows binary: smart_1.0.0.zip
Reference manual: smart.pdf